{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_14.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "mpg= pd.read_csv(\"http://goo.gl/uEeRGu\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  manufacturer model  displ  year  cyl       trans drv  cty  hwy fl    class\n",
       "0         audi    a4    1.8  1999    4    auto(l5)   f   18   29  p  compact\n",
       "1         audi    a4    1.8  1999    4  manual(m5)   f   21   29  p  compact\n",
       "2         audi    a4    2.0  2008    4  manual(m6)   f   20   31  p  compact\n",
       "3         audi    a4    2.0  2008    4    auto(av)   f   21   30  p  compact\n",
       "4         audi    a4    2.8  1999    6    auto(l5)   f   16   26  p  compact"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"ac601d16-a45c-4158-86f2-84135ab64394\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#ac601d16-a45c-4158-86f2-84135ab64394"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 31, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 30, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 25, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 27, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a6 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 4.2, \"hwy\": 23, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 15, \"cty\": 11, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"r\", \"year\": 1999, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.0, \"hwy\": 17, \"cty\": 12, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 23, \"cty\": 15, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"auto(l4)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 25, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 7.0, \"hwy\": 24, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 14, \"cty\": 11, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.5, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 2.4, \"hwy\": 27, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 30, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 3.1, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.5, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 2.4, \"hwy\": 24, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 17, \"cty\": 11, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 22, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 21, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 18, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 17, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 18, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 16, \"cty\": 12, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": 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{\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.6, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.4, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": 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\"hwy\": 25, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"impreza awd\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"subaru\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 27, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"impreza awd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"subaru\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.4, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", 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\"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"auto(s5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 30, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 33, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 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\"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}]}, \"encoding\": {\"y\": {\"aggregate\": \"mean\", \"field\": \"cty\", \"type\": \"quantitative\", \"title\": \"Mileage\"}, \"x\": {\"sort\": {\"field\": \"cty\", \"order\": \"ascending\", \"op\": \"mean\"}, \"field\": \"manufacturer\", \"type\": \"nominal\", \"title\": \"Make\"}}, \"config\": {\"cell\": {\"width\": 200.0, \"height\": 200.0}, \"mark\": {\"color\": \"#CD4F39\"}}, \"mark\": \"bar\"};\n",
       "var selector = \"#ac601d16-a45c-4158-86f2-84135ab64394\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#ac601d16-a45c-4158-86f2-84135ab64394"
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     "output_type": "display_data"
    },
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     "data": {
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"
     },
     "metadata": {
      "jupyter-vega": "#ac601d16-a45c-4158-86f2-84135ab64394"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "Chart(mpg).mark_bar(color='#CD4F39').encode(x=X('manufacturer', \n",
    "                                 title='Make',\n",
    "                                sort=SortField(op='mean', order='ascending', field='cty')),\n",
    "                            y=Y('mean(cty)', \n",
    "                                title='Mileage'\n",
    "                               )).configure_cell(width=200, height=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
